Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: KMT5C

Gene summary for KMT5C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KMT5C

Gene ID

84787

Gene namelysine methyltransferase 5C
Gene AliasSUV420H2
Cytomap19q13.42
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

Q86Y97


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
84787KMT5CLZE7THumanEsophagusESCC7.11e-042.38e-010.0667
84787KMT5CLZE24THumanEsophagusESCC1.73e-092.87e-010.0596
84787KMT5CP1T-EHumanEsophagusESCC2.81e-093.54e-010.0875
84787KMT5CP2T-EHumanEsophagusESCC9.56e-081.87e-010.1177
84787KMT5CP4T-EHumanEsophagusESCC1.65e-031.32e-010.1323
84787KMT5CP8T-EHumanEsophagusESCC4.76e-162.74e-010.0889
84787KMT5CP10T-EHumanEsophagusESCC1.33e-142.62e-010.116
84787KMT5CP11T-EHumanEsophagusESCC1.55e-052.55e-010.1426
84787KMT5CP12T-EHumanEsophagusESCC7.62e-112.92e-010.1122
84787KMT5CP15T-EHumanEsophagusESCC2.51e-092.03e-010.1149
84787KMT5CP16T-EHumanEsophagusESCC3.08e-081.55e-010.1153
84787KMT5CP20T-EHumanEsophagusESCC1.28e-031.60e-010.1124
84787KMT5CP21T-EHumanEsophagusESCC7.33e-066.38e-020.1617
84787KMT5CP22T-EHumanEsophagusESCC3.17e-061.42e-010.1236
84787KMT5CP23T-EHumanEsophagusESCC5.41e-051.60e-010.108
84787KMT5CP24T-EHumanEsophagusESCC5.99e-051.25e-010.1287
84787KMT5CP26T-EHumanEsophagusESCC2.62e-172.55e-010.1276
84787KMT5CP27T-EHumanEsophagusESCC9.10e-132.36e-010.1055
84787KMT5CP28T-EHumanEsophagusESCC4.12e-112.24e-010.1149
84787KMT5CP30T-EHumanEsophagusESCC1.34e-072.31e-010.137
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:005105417EsophagusESCCpositive regulation of DNA metabolic process139/8552201/187231.20e-114.33e-10139
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:2001020110EsophagusESCCregulation of response to DNA damage stimulus145/8552219/187235.97e-101.50e-08145
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:00165718EsophagusESCChistone methylation89/8552141/187232.17e-051.87e-0489
GO:20010228EsophagusESCCpositive regulation of response to DNA damage stimulus69/8552105/187232.66e-052.22e-0469
GO:00062826EsophagusESCCregulation of DNA repair82/8552130/187234.65e-053.66e-0482
GO:00457395EsophagusESCCpositive regulation of DNA repair49/855273/187231.74e-041.14e-0349
GO:003496814EsophagusESCChistone lysine methylation72/8552115/187231.85e-041.18e-0372
GO:001802214EsophagusESCCpeptidyl-lysine methylation79/8552131/187235.17e-042.86e-0379
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00025622EsophagusESCCsomatic diversification of immune receptors via germline recombination within a single locus43/855266/187231.10e-035.53e-0343
GO:0006303EsophagusESCCdouble-strand break repair via nonhomologous end joining43/855266/187231.10e-035.53e-0343
GO:00164442EsophagusESCCsomatic cell DNA recombination43/855266/187231.10e-035.53e-0343
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0031010EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
hsa0031013EsophagusESCCLysine degradation41/420563/84659.63e-032.27e-021.16e-0241
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
KMT5CSNVMissense_Mutationnovelc.782N>Ap.Leu261Glnp.L261QQ86Y97protein_codingdeleterious(0)possibly_damaging(0.831)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
KMT5CSNVMissense_Mutationnovelc.655N>Ap.Glu219Lysp.E219KQ86Y97protein_codingtolerated(0.1)benign(0.011)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KMT5CSNVMissense_Mutationnovelc.535G>Ap.Ala179Thrp.A179TQ86Y97protein_codingdeleterious(0.01)possibly_damaging(0.76)TCGA-EK-A2PK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KMT5CSNVMissense_Mutationnovelc.787G>Ap.Glu263Lysp.E263KQ86Y97protein_codingdeleterious(0)benign(0.187)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KMT5CSNVMissense_Mutationnovelc.436C>Tp.Arg146Trpp.R146WQ86Y97protein_codingdeleterious(0)probably_damaging(0.981)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
KMT5CSNVMissense_Mutationrs774927761c.106N>Ap.Val36Ilep.V36IQ86Y97protein_codingtolerated(0.42)benign(0.054)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
KMT5CSNVMissense_Mutationrs769760559c.370N>Ap.Val124Metp.V124MQ86Y97protein_codingdeleterious(0)probably_damaging(0.965)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KMT5CSNVMissense_Mutationrs759434740c.850N>Tp.Arg284Trpp.R284WQ86Y97protein_codingtolerated(0.14)benign(0)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KMT5CSNVMissense_Mutationc.527N>Cp.Gly176Alap.G176AQ86Y97protein_codingdeleterious(0.02)benign(0.33)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
KMT5CSNVMissense_Mutationrs778738858c.1058N>Ap.Arg353Hisp.R353HQ86Y97protein_codingtolerated_low_confidence(0.54)benign(0.06)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
84787KMT5CENZYME, METHYL TRANSFERASE, DNA REPAIRinhibitor310264730
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